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Is being human-like beneficial? The effect of anthropomorphism on chatbot persuasion in e-commerce 长得像人有益吗?拟人化对电子商务中聊天机器人说服的影响
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-03-17 DOI: 10.1108/intr-10-2023-0866
Mengru Yang, Xixian Peng, Qiuzhen Wang, Yuxiang Chris Zhao, Xinwei Wang

Purpose

Chatbots are vital for enhancing e-commerce sustainability by providing efficient customer support. Although previous studies have considered both linguistic and visual anthropomorphism as crucial factors in e-commerce chatbot design, their joint effects and their underlying mechanisms have not been thoroughly investigated. Drawing on insights from the literature on anthropomorphism and the elaboration likelihood model, this research attempts to examine the joint effects of the two types of anthropomorphism, the boundary condition, and the subsequent impact on purchase intention.

Design/methodology/approach

A research model was proposed and empirically tested using two laboratory-controlled experimental studies.

Findings

Linguistic anthropomorphism plays a dominant role over visual anthropomorphism in influencing social presence and communicative effectiveness. In addition, linguistic anthropomorphism harms persuasion through the mediating role of communicative effectiveness, and the fit between linguistic and visual anthropomorphism amplifies the negative effect on purchase intention. Moreover, shopping motivation serves as a boundary condition for the negative effect of anthropomorphism.

Practical implications

Chatbot designers should be cautious when using anthropomorphism in e-commerce chatbot design. The use of machine-like languages may be more persuasive than that of human-like languages, especially for utilitarian products. Notably, mismatched anthropomorphic elements may harm user experience.

Originality/value

This study enriches chatbot literature by examining the role of chatbot anthropomorphism in the e-commerce context. Moreover, this study provides a more comprehensive framework for understanding how chatbots’ linguistic and visual anthropomorphism jointly influence consumer behavior.

聊天机器人通过提供高效的客户支持,对提高电子商务的可持续性至关重要。虽然以往的研究将语言拟人化和视觉拟人化作为电子商务聊天机器人设计的关键因素,但它们的共同作用及其潜在机制尚未得到深入研究。本研究借鉴拟人化文献和细化似然模型的见解,试图考察两类拟人化的联合效应、边界条件以及随后对购买意愿的影响。设计/方法/方法提出了一个研究模型,并通过两个实验室对照实验研究进行了实证检验。发现语言拟人化比视觉拟人化更能影响交际效果和社会存在。此外,语言拟人化通过交际效果的中介作用损害说服,语言拟人化与视觉拟人化的契合放大了对购买意愿的负向影响。此外,购物动机是拟人化负面效应的边界条件。在电子商务聊天机器人设计中使用拟人设计时,聊天机器人设计者应该谨慎。使用类似机器的语言可能比使用类似人类的语言更有说服力,尤其是对于实用的产品。值得注意的是,不匹配的拟人化元素可能会损害用户体验。本研究通过考察聊天机器人拟人化在电子商务背景下的作用,丰富了聊天机器人的文献。此外,本研究为理解聊天机器人的语言和视觉拟人化如何共同影响消费者行为提供了一个更全面的框架。
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引用次数: 0
Effect of in-game situations and advertisement animation in eSports on visual attention, memory, brand attitude and behavioral intentions 电子竞技中的游戏情境和广告动画对视觉注意、记忆、品牌态度和行为意向的影响
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-03-17 DOI: 10.1108/intr-03-2024-0491
Byungjae Min, Daehwan Kim, Yong Jae Ko

Purpose

The purpose of this study was to examine the effects of in-game situations (battle vs non-battle) and advertisement animation (static vs animated) on visual attention, memory, brand attitude and behavioral intention in eSports.

Design/methodology/approach

A 2 (advertisement animation: static vs animated) × 2 (in-game situations: non-battle vs battle) between-subject factorial design was developed. Participants wearing eye trackers watched a 2-min-and-30-s stimulus featuring manipulated variables. Subsequently, they completed a questionnaire designed to measure variables.

Findings

In-game situations significantly influenced visual attention, with non-battle contexts eliciting higher fixation duration and count. Moreover, fixation count positively affected both explicit and implicit memory. Additionally, implicit memory enhanced brand attitude, which in turn positively affected behavioral intention.

Practical implications

These findings guide eSports event organizers and brand managers in optimizing advertisement placement. Advertisements should be positioned in non-battle situations, where visual attention is higher. Repeated brand exposure is more effective than prolonged single exposures for enhancing memory retention and brand attitude. Lastly, unobtrusive advertisement exposure is essential because implicit memory plays a key role in shaping consumer attitudes and behavioral intentions.

Originality/value

This study advances eSports advertising research by identifying psychological mechanisms influencing consumer behavior. Moreover, the study extends the Limited Capacity Model of Motivated Mediated Message Processing (LC3MP) by demonstrating how cognitive resource allocation varies across in-game situations and advertisements. Furthermore, this research contributes to self-perception theory and the mere exposure effect by clarifying the distinct roles of explicit and implicit memory in shaping brand attitudes.

本研究的目的是检验游戏情境(战斗与非战斗)和广告动画(静态与动画)对电子竞技中视觉注意力、记忆、品牌态度和行为意向的影响。设计/方法/方法2(广告动画:静态vs动画)× 2(游戏情境:非战斗vs战斗)受试者间因子设计被开发出来。戴着眼动仪的参与者观看了一个2分钟30秒的刺激,其中包含了被操纵的变量。随后,他们完成了一份旨在测量变量的问卷。研究发现,游戏情境对视觉注意力有显著影响,非战斗情境引起的注视时间和注视次数更高。注视次数对外显记忆和内隐记忆均有正向影响。内隐记忆增强品牌态度,进而正向影响行为意向。这些发现对电子竞技赛事组织者和品牌经理优化广告投放具有指导意义。广告应定位在视觉注意力较高的非战斗场景。重复的品牌暴露比长时间的单一暴露更有效地提高记忆保留和品牌态度。最后,不引人注目的广告曝光是必不可少的,因为内隐记忆在塑造消费者态度和行为意图方面起着关键作用。原创性/价值本研究通过确定影响消费者行为的心理机制来推进电子竞技广告研究。此外,该研究通过展示认知资源分配在游戏情境和广告中的差异,扩展了动机介导信息处理的有限容量模型(LC3MP)。此外,本研究通过澄清外显记忆和内隐记忆在塑造品牌态度中的不同作用,有助于自我知觉理论和单纯暴露效应的发展。
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引用次数: 0
Biases in online reviews: the default positive review rule and the conditional rebate strategy 在线评论中的偏见:默认的积极评论规则和有条件的回扣策略
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-03-12 DOI: 10.1108/intr-10-2023-0887
Haiyuan An, Wenli Li, Yahe Yu, Zhen Wang

Purpose

This study examines how default bias, driven by the default positive review (DPR) rule – which automatically classifies reviews not provided by consumers within a specified period as positive – and rebate bias, associated with the conditional rebate strategy (CRS), where sellers offer rebates exclusively to consumers who submit positive reviews, distort the distribution of online product reviews over time and impact consumer satisfaction.

Design/methodology/approach

A key aspect of our method lies in developing latent variable models that capture the relationship between biased online reviews and consumer satisfaction levels. By applying our models to a panel dataset from Taobao – a leading Chinese e-commerce platform – and using insights from online consumer feedback surveys, we assess the extent of the biases introduced by DPR and CRS in a given feedback system. A hierarchical regression model was employed to investigate the impact of the proposed biases on consumer satisfaction.

Findings

Consumers who have previously written online reviews experience satisfaction outcomes 72.9% of the time with DPR and up to 81.3% when CRS is included. Implementing DPR may boost product sales to some extent, but it would significantly amplify consumer dissatisfaction, whereas offering a rebate could effectively alleviate consumer discontent, even though the rebate is conditional.

Originality/value

Our findings reveal the extent of biases introduced by CRS and DPR in online reviews and inform the consumer satisfaction debate regarding the phenomenon of excessive positive reviews resulting from these practices.

目的 本研究探讨了默认好评(DPR)规则(该规则将消费者在规定期限内未提供的评论自动归类为好评)所导致的默认偏差,以及与有条件返利策略(CRS)相关的返利偏差(CRS 是指卖家专门向提交好评的消费者提供返利),是如何随着时间的推移扭曲在线产品评论的分布并影响消费者满意度的。通过将模型应用于中国领先的电子商务平台淘宝网的面板数据集,并利用在线消费者反馈调查的洞察力,我们评估了特定反馈系统中 DPR 和 CRS 带来的偏差程度。我们采用了一个分层回归模型来调查所提出的偏差对消费者满意度的影响。研究结果以前写过在线评论的消费者在使用 DPR 时有 72.9% 的时间体验到了满意度结果,而在使用 CRS 时则高达 81.3%。原创性/价值我们的研究结果揭示了 CRS 和 DPR 在在线评论中引入偏见的程度,并为有关这些做法导致的过度正面评论现象的消费者满意度辩论提供了信息。
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引用次数: 0
Unpacking the influence of perceived credibility of guaranteed data destruction service on digital device recycling platform use: the perspective of privacy calculus 数据销毁服务感知可信度对数字设备回收平台使用的影响:隐私微积分的视角
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-03-10 DOI: 10.1108/intr-01-2024-0033
Zhenya Tang, Leida Chen

Purpose

Digital device recycling platforms (DDRPs) are customer-to-business online marketplaces that allow consumers to trade in or sell their used electronics, like smartphones and laptops, directly to a business for cash or credit. Guaranteed data destruction is a service provided by most DDRPs to securely erase all data on devices being recycled or traded in. Perceived credibility of the service refers to the extent to which customers are confident in the effectiveness and reliability of the service offered by a given DDRP. Grounded in privacy calculus theory, the current study aims to explore the influence of perceived credibility of guaranteed data destruction service (GDDS) on one’s intention to use a DDRP.

Design/methodology/approach

An empirical study was conducted through an online survey of Chinese DDRP users. The proposed model was tested by analyzing the collected data using the structural equation modeling approach.

Findings

Our results indicate that perceived credibility of GDDS affects users’ intention to use DDRPs by decreasing privacy concerns and increasing perceived convenience and environmental benefits of these platforms.

Research limitations/implications

This study’s findings are based on data collected from Chinese DDRP users, which may limit the generalizability of the results to other cultural or market contexts.

Practical implications

This study provides practical guidance for DDRPs, emphasizing the importance of enhancing perceived credibility through transparent data destruction practices and certifications.

Originality/value

The findings of the current study offer implications for theory development in sustainable information technology and e-commerce as well as practical suggestions for increasing usage of DDRPs.

目的数字设备回收平台(DDRPs)是客户对企业的在线市场,允许消费者将二手电子产品(如智能手机和笔记本电脑)直接交易或出售给企业,以获得现金或信贷。保证数据销毁是大多数ddrp提供的一项服务,用于安全地擦除回收或交易设备上的所有数据。服务的感知可信度是指客户对给定DDRP提供的服务的有效性和可靠性的信心程度。本研究以隐私演算理论为基础,旨在探讨保证数据销毁服务(GDDS)的感知可信度对用户使用DDRP意愿的影响。设计/方法/方法通过对中国DDRP用户的在线调查进行实证研究。利用结构方程建模方法对所收集的数据进行分析,验证了所提模型的正确性。研究结果表明,GDDS的感知可信度通过降低用户对隐私的担忧和增加这些平台的便利性和环境效益来影响用户使用DDRPs的意愿。研究的局限性/意义本研究的发现是基于从中国DDRP用户收集的数据,这可能限制了结果在其他文化或市场背景下的普遍性。本研究为DDRPs提供了实践指导,强调了通过透明的数据销毁实践和认证来提高感知可信度的重要性。原创性/价值本研究的发现为可持续信息技术和电子商务的理论发展提供了启示,并为增加DDRPs的使用提供了实际建议。
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引用次数: 0
Visiting and exploring digital transformation management: a bibliometric analysis and review study 访问与探索数位转型管理:文献计量分析与回顾研究
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-03-07 DOI: 10.1108/intr-12-2023-1152
Jyoti Choudrie, John Oredo, Amitabh Anand, Shruti Patil, Ketan Kotecha, Sheetal Kusal

Purpose

This study aims to explore and understand the literature on digital transformation (DT) research that will lead to developing a conceptual and thematic structure of DT management.

Design/methodology/approach

The research approach employed a hybrid approach of bibliometric analysis and a structured review of DT management research studies from 2017 to 2023. Although systematic reviews and bibliometric analysis are distinct methods, they complement one another in research by enabling the synthesis and analysis of existing literature. Scopus and Web of Science (WoS) were selected as the bibliographic databases for this study since they are generally accepted as the most comprehensive data sources for various purposes.

Findings

Findings revealed 186 publications during these periods, with the top three publications being the Journal of Business Research, Business Horizons and California Business Review. Top-ranking researchers hailed from Germany, Japan and Spain. Keywords that appeared were innovation, digital transformation, artificial intelligence and DT. In the management area, there are fewer studies conceptualising DT management that led to this study forming a conceptual framework using a qualitative, interpretative and thematic analysis approach.

Originality/value

These findings are relevant for understanding the phenomenon of DT and DT management. The study contributes to the emerging body of knowledge in management and DT.

目的:本研究旨在探索和理解数字化转型(DT)研究的文献,从而形成数字化转型管理的概念和主题结构。设计/方法/方法研究方法采用文献计量分析的混合方法和对2017年至2023年DT管理研究的结构化回顾。虽然系统综述和文献计量分析是不同的方法,但它们在研究中可以通过对现有文献的综合和分析来相互补充。本研究选择Scopus和Web of Science (WoS)作为书目数据库,因为它们被普遍认为是各种用途中最全面的数据源。调查结果显示,在这段时间里,有186种出版物被评为最受欢迎的出版物,其中排名前三的是《商业研究杂志》、《商业视野》和《加州商业评论》。来自德国、日本和西班牙的顶尖研究人员。出现的关键词是创新、数字化转型、人工智能和DT。在管理领域,将DT管理概念化的研究较少,这导致本研究使用定性、解释性和专题分析方法形成了一个概念框架。原创性/价值这些发现与理解DT现象和DT管理相关。这项研究为管理和DT领域的新兴知识体系做出了贡献。
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引用次数: 0
Analyzing the formation mechanism of self-leadership from the perspective of enterprise social media communication visibility 从企业社会化媒体传播可见性的角度分析自我领导的形成机制
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-03-06 DOI: 10.1108/intr-03-2024-0461
Junli Wang, Ling Yuan, Ruida Li

Purpose

In the current digital transformation era, guiding employees toward realizing self-leadership has become a critical strategy for enterprises to mitigate the risks of external uncertainty. This study explores the intrinsic relationship between enterprise social media (ESM) communication visibility and self-leadership on the basis of communication visibility theory (CVT) and conservation of resources theory (COR) to support the sustainable growth of employee self-leadership.

Design/methodology/approach

Data were collected from 332 Chinese employees across three stages. Hierarchical regression analysis and the bootstrap method were employed to test the hypotheses.

Findings

Network translucence and message transparency positively affect self-leadership. Relational energy and job control mediate the relationship between communication visibility and self-leadership. Moreover, response expectations weaken the positive relationship between relational energy and self-leadership as well as between job control and self-leadership.

Practical implications

Managers can use ESM to provide work and social support for employees’ job control and social network development to achieve long-term maintenance of employees’ self-leadership. At the same time, within the context of ESM use, moderately reducing response expectations can offer situational support for employees to achieve self-leadership.

Originality/value

This research sheds light on the internal mechanism by which ESM communication visibility affects self-leadership and explores the key boundary conditions that impact how self-leadership is formed. These findings expand the understanding of self-leadership development in the context of ESM use and offer new technical insights for guiding and fostering sustainable employee self-leadership.

在当前的数字化转型时代,引导员工实现自我领导已经成为企业缓解外部不确定性风险的关键策略。本研究在沟通可见性理论(CVT)和资源保护理论(COR)的基础上,探讨企业社交媒体(ESM)沟通可见性与自我领导之间的内在关系,以支持员工自我领导的可持续增长。设计/方法/方法从332名中国员工中收集了三个阶段的数据。采用层次回归分析和自举法对假设进行检验。发现网络透明度和信息透明度对自我领导有正向影响。关系能量和工作控制在沟通可见性与自我领导之间起中介作用。此外,反应期望削弱了关系能量与自我领导、工作控制与自我领导之间的正相关关系。实践意义管理者可以利用ESM为员工的工作控制和社会网络发展提供工作和社会支持,实现员工自我领导的长期维持。同时,在ESM使用的背景下,适度降低反应期望可以为员工实现自我领导提供情境支持。原创性/价值本研究揭示了ESM沟通可见性影响自我领导的内在机制,并探讨了影响自我领导形成的关键边界条件。这些发现扩大了对ESM使用背景下自我领导发展的理解,并为指导和培养可持续的员工自我领导提供了新的技术见解。
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引用次数: 0
The impact of emotional expressions on the popularity of discussion threads: evidence from Reddit 情绪表达对讨论主题受欢迎程度的影响:来自Reddit的证据
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-03-06 DOI: 10.1108/intr-12-2023-1187
Mahdi Abouei, Nima Kordzadeh, Maryam Ghasemaghaei, Bilal Khan

Purpose

Users contribute to online communities by posting and responding to discussion threads. Nonetheless, only a small fraction of threads gain popularity and shape community discourse. Prior studies have identified several factors driving thread popularity; however, despite their prevalence, the role of emotional expressions within discussion threads remains understudied. This study addresses this gap by investigating the impact of thread starters’ valence and embedded discrete emotions of anger, anxiety and sadness on thread popularity, drawing on the negativity bias and the emotion-as-social-information theories.

Design/methodology/approach

Using two samples from Reddit, this study employs negative binomial regression analysis to examine the hypothesized relationships.

Findings

The results demonstrate that negativity in thread starters significantly influences thread popularity; however, the expression of discrete emotions impacts popularity variously. In some contexts, such as COVID-19 vaccination subreddits, embedded anger in thread starters decreases thread popularity, whereas anxiety and sad expressions enhance it. In other contexts, such as professional discussions (e.g. r/Medicine subreddit), anger and anxiety expressions increase thread popularity, while sad expressions have no significant influence.

Research limitations/implications

The study is limited by its focus on specific emotions and contexts. Future research could examine a broader range of emotions, post-content modalities and the impact of cultural and linguistic differences.

Originality/value

This study contributes to theory by offering a new definition of thread popularity and enhancing our understanding of the impact of emotions in online discussions. It also provides practical implications for online community members and moderators seeking to promote discussion posts that help achieve community goals.

用户通过发布和回应讨论线程来为在线社区做出贡献。尽管如此,只有一小部分主题获得了流行并形成了社区话语。先前的研究已经确定了几个驱动线程流行的因素;然而,尽管它们很流行,但情感表达在讨论线程中的作用仍未得到充分研究。本研究利用消极偏见理论和情绪作为社会信息理论,通过调查线程启动者的效价和嵌入的愤怒、焦虑和悲伤的离散情绪对线程受欢迎程度的影响,解决了这一空白。设计/方法/方法本研究使用来自Reddit的两个样本,采用负二项回归分析来检验假设的关系。结果表明:消极的线程启动者显著影响线程的受欢迎程度;然而,离散情绪的表达对受欢迎程度的影响是不同的。在某些情况下,比如COVID-19疫苗接种子reddit,在帖子发起者中嵌入愤怒会降低帖子的受欢迎程度,而焦虑和悲伤的表达会提高帖子的受欢迎程度。在其他情况下,如专业讨论(如r/Medicine subreddit),愤怒和焦虑的表情增加了帖子的受欢迎程度,而悲伤的表情没有显著影响。研究的局限性/启示这项研究的局限性在于它关注的是特定的情绪和环境。未来的研究可以考察更广泛的情绪、后内容模式以及文化和语言差异的影响。原创性/价值本研究为理论提供了一个新的定义,并加强了我们对在线讨论中情绪影响的理解。它还为寻求促进有助于实现社区目标的讨论帖子的在线社区成员和版主提供了实际意义。
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引用次数: 0
Social media-induced fear of missing out (FoMO) in the workplace: the influence on job burnout and workplace relations 社交媒体引发的职场错失恐惧症(FoMO):对工作倦怠和职场关系的影响
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-03-04 DOI: 10.1108/intr-02-2024-0244
Xiao Deng, Jiayu Li, Yaying Huang

Purpose

This study explores how employees respond to social media-induced fear of missing out (FoMO) in the workplace and examines the subsequent impacts of these responses. Based on the transactional theory of stress and coping, the research focuses on how FoMO affects employees’ adoption of stress-coping behaviors: active work interruption (a problem-oriented strategy) and social network interaction (an emotion-oriented strategy). It further investigates the outcomes of these coping strategies – job burnout (resulting from the problem-oriented strategy) and workplace relationships (resulting from the emotion-oriented strategy). Additionally, the study explores how the perceived competitive climate moderates the effect of FoMO on these coping behaviors.

Design/methodology/approach

A two-phase survey yielded 244 responses, which were then analyzed using covariance-based structural equation modeling to validate the relationships among the variables.

Findings

The findings revealed that FoMO increases employees’ active work interruption, leading to job burnout. In addition, FoMO leads employees to engage in more social network interaction, which promotes workplace relations. The perceived competitive climate positively moderates the indirect effect of workplace FoMO through active work interruption and job burnout.

Originality/value

This study emphasizes that individuals are not merely passive recipients of stress but active agents in coping with it. This shift from “passive impacts” to “active responses” helps uncover the bidirectional impacts of social media-induced FoMO on employees, thereby enriching our understanding of FoMO and expanding the application of the transactional theory of stress and coping. Additionally, we explore the boundary conditions of the FoMO mechanism and advance research related to the perceived competitive climate.

目的本研究探讨了员工如何应对社交媒体引发的职场错失恐惧(FoMO),并考察了这些反应的后续影响。基于压力与应对的交易理论,研究FoMO如何影响员工采取主动工作中断(问题导向策略)和社交网络互动(情绪导向策略)的压力应对行为。它进一步研究了这些应对策略的结果——工作倦怠(由问题导向策略引起)和职场关系(由情绪导向策略引起)。此外,本研究还探讨了感知竞争环境如何调节FoMO对这些应对行为的影响。设计/方法/方法一项两阶段的调查共获得244份回复,然后使用基于协方差的结构方程模型对这些回复进行分析,以验证变量之间的关系。研究结果显示,FoMO增加了员工的主动工作中断,导致工作倦怠。此外,FoMO会导致员工参与更多的社交网络互动,从而促进职场关系。感知竞争氛围通过主动工作中断和工作倦怠正向调节工作场所FoMO的间接影响。独创性/价值这项研究强调,个体不仅是压力的被动接受者,而且是应对压力的积极推动者。这种从“被动影响”到“主动反应”的转变有助于揭示社交媒体诱导的FoMO对员工的双向影响,从而丰富我们对FoMO的理解,扩展压力与应对的交易理论的应用。此外,我们还探索了FoMO机制的边界条件,并推进了与感知竞争气候相关的研究。
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引用次数: 0
Examining the impact of social media de-influencing on audiences
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-02-27 DOI: 10.1108/intr-04-2024-0574
Samer Elhajjar, Omar S. Itani

Purpose

This study investigates the effect of de-influencing and its related content on consumer behavior compared with influencing content. It considers the gender of de-influencers and consumers’ varied reactions to distinct types of de-influencing.

Design/methodology/approach

Based on informational social influence theory, we conducted three experiments to investigate how consumers perceive and respond to de-influencing: the first explores consumer perception of social media de-influencers compared to influencers; the second examines the effect of de-influencers’ gender and the last compares consumer attitude toward various types of de-influencer content.

Findings

Consumers find de-influencers more credible than “traditional” influencers. De-influencing messages significantly affect attitude and purchase intention. The de-influencing creator’s gender does not affect brand attitude, perceived message effectiveness or perception. However, de-influencing video content influences attitudes toward brands and video effectiveness. Messages focusing on ethics and health elicit more negative perceived attitudes toward the brand.

Research limitations/implications

This pioneering research introduces “de-influence” as a new dynamic in social media marketing, revealing consumers’ preference for authentic, skeptical content over traditional influencer promotions. This lays the foundation for future research on consumer behavior and brand perception in digital spaces.

Practical implications

Brands in trust-sensitive industries should embrace authenticity and engage with de-influencers to build trust, turn criticism into growth opportunities and align themselves with consumer value.

Originality/value

Our study represents pioneering research in the emerging field of de-influencing, filling gaps in the literature and offering a comprehensive contribution to social media research.

目的本研究探讨去影响及其相关内容与影响内容对消费者行为的影响。它考虑了去影响者的性别和消费者对不同类型的去影响的不同反应。基于信息社会影响理论,我们进行了三个实验来调查消费者如何感知和回应去影响:第一个实验探讨了消费者对社交媒体去影响者和影响者的看法;第二项研究考察了反影响者性别的影响,最后一项研究比较了消费者对各种类型的反影响者内容的态度。消费者认为“去影响力”网红比“传统”网红更可信。去影响信息显著影响态度和购买意愿。去影响创造者的性别不影响品牌态度、感知信息有效性或感知。然而,去影响视频内容会影响对品牌和视频效果的态度。关注道德和健康的信息引发了更多对品牌的负面认知态度。这项开创性的研究将“去影响力”作为社交媒体营销的新动力,揭示了消费者对真实、怀疑的内容的偏好,而不是传统的网红推广。这为未来对数字空间中消费者行为和品牌感知的研究奠定了基础。实际意义在信任敏感行业的品牌应该拥抱真实性,并与去影响力者合作,以建立信任,将批评转化为增长机会,并使自己与消费者价值保持一致。原创性/价值我们的研究代表了新兴的去影响领域的开创性研究,填补了文献中的空白,并为社交媒体研究提供了全面的贡献。
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引用次数: 0
The dynamics of conspiracy theories on social media from the diffusion of innovations perspective: the moderating role of time
IF 5.9 3区 管理学 Q1 BUSINESS Pub Date : 2025-02-21 DOI: 10.1108/intr-07-2024-1123
Xiao Meng, Xiaohui Wang, Xinyan Zhao

Purpose

The persistence and virality of conspiracy theories online have raised significant concerns. This study revisits Rogers’ Diffusion of Innovations theory to examine the spread of conspiracy theories on social media, specifically focusing on how factors influencing their diffusion evolve over time.

Design/methodology/approach

The study analyzes over 1.18 million COVID-19-related tweets using a combination of natural language processing, social network analysis and machine learning techniques. It explores the dynamic roles of novelty, content negativity, influencers, echo chamber members and social bots in the diffusion of conspiracy theories.

Findings

The results indicate that novelty, influencers, echo chamber members and social bots are positively associated with the spread of conspiracy theories. The initial dissemination of conspiracy theories is primarily driven by content novelty and influencer involvement. Over time, the perpetuation of these theories becomes increasingly influenced by content negativity and the involvement of echo chamber members and social bots. Social bots serve as important connectors within echo chambers and their removal significantly reduces network cohesion.

Practical implications

The findings provide practical guidance for social media platforms and policymakers in monitoring diffusion patterns and applying targeted interventions.

Originality/value

This study introduces a time-sensitive approach to understanding the spread of conspiracy theories on social media. By identifying the key drivers at different stages of the diffusion process, this study offers valuable insights for developing effective strategies to counteract the proliferation of conspiracy theories at various points in their lifecycle.

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引用次数: 0
期刊
Internet Research
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